CISO Tribune

Vendor comparison · 2 companies

Alice vs Daylight

Alice's WonderSuite gives security, product, and compliance teams red teaming and real-time guardrails. Daylight sells managed agentic security services that combine an AI-native security platform with human expertise to detect, investigate, and respond to cyber threats. CISO Tribune files both under AI model and agent security. This page sets the two records side by side: what each sells, where it is based, who owns and funds it, the customers it names and its recent news, each fact numbered to its source.

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  • Alice
  • Daylight
Alice vs Daylight: Products, Customers and Funding Compared
AliceAlice's WonderSuite gives security, product, and compliance teams red teaming and real-time guardrails.alice.ioDaylightDaylight sells managed agentic security services that combine an AI-native security platform with human expertise to detect, investigate, and respond to cyber threats.daylight.ai
What it sells
  • WonderSuite[1][2][4][5]WonderSuite is the AI security platform for teams launching customer-facing AI in regulated industries.
  • WonderBuild[1][6][9]WonderBuild red teams customer-facing AI apps, agents, and agentic workflows before launch.
  • WonderFence[1][3][4][6][7][8][9]WonderFence sits between external-facing AI and users, intercepting harmful, non-compliant, and off-policy responses before they land.
  • WonderCheck[1][4][7][9]WonderCheck's ongoing automated red-teaming detects drift, regression, and emerging risks.
  • Rabbit Hole[1][6][10][11]Rabbit Hole is an adversarial network of in-house researchers and data.
  • ActiveFence[3][8]Alice's ActiveFence is a UGC trust and safety layer that detects, prevents, and responds to online harm.
  • MDR[1][4][5][6][8]A managed detection and response service in which Daylight owns the detection-to-response cycle from alert ingestion to resolution.
  • Phishing[1][4]Handles user-reported emails and security alerts around the clock as part of MDR.
  • DLP[1][4][5]Adds an investigation and response layer to DLP signals.
  • Security Data Lake[1]A security data lake meant to replace a SIEM.
Categories
Headquarters
New York, USA[1]Not stated on its pages
Founded
Not stated on its pagesNot stated on its pages
Ownership and funding
Not stated on its pagesPrivately held
Named customers
Not stated on its pagesNot stated on its pages
Recent news
Not stated on its pagesNot stated on its pages
G2 and Gartner Peer Insights
  • G2: Not stated on its pages
  • Gartner Peer Insights: listed, seen November 10, 2026[14]
  • G2: Not stated on its pages
  • Gartner Peer Insights: Not stated on its pages
Who it fits
From its own pages, Alice offers WonderSuite to teams launching customer-facing AI in regulated industries. The pages describe WonderSuite giving security, product, and compliance teams red teaming and real-time guardrails. Foundation model labs, global enterprises and platforms deploying AI are the customers Alice names. Alice describes its ActiveFence layer as serving social platforms and marketplaces with UGC trust and safety. ActiveFence's deep web investigations serve enterprises and governments tracing malicious operations.Not written yet
Last verified
October 29, 2026November 10, 2026

Where they overlap

  • Alice and Daylight are both filed under AI model and agent security.

Where they differ, field by field

  • Alice's primary category is AI model and agent security; Daylight's is MDR and managed SOC.
  • Alice is also filed under AI firewalls and guardrails. Daylight is also filed under Security data lakes and pipelines and Data loss prevention.
  • Alice lists WonderSuite, WonderBuild, WonderFence, WonderCheck, Rabbit Hole and 1 more. Daylight lists MDR, Phishing, DLP and Security Data Lake.
  • Alice is headquartered in New York, USA.
  • Daylight is privately held.

What it sells: Alice

What WonderSuite does[1][2][4][5]
WonderSuite tests security and safety posture before launch, protects the AI experience in production, and catches what changes over time. WonderSuite covers pre-launch red teaming, real-time guardrails, and continuous post-launch testing in a single platform. WonderSuite provides end-to-end security coverage for agentic systems, from adversarial testing before deployment to real-time behavioral guardrails in production.
What WonderBuild does[1][6][9]
WonderBuild identifies gaps between policies and the system prompt, across text, multimodal, and agentic systems. WonderBuild gives CISO, legal, and compliance teams test documentation with findings mapped to regulatory requirements. WonderBuild red-teaming findings integrate into WonderFence.
What WonderFence does[1][3][4][6][7][8][9]
WonderFence reviews every prompt coming in and every response going out, and blocks harmful inputs before they hit the LLM. WonderFence trains a dedicated detector for each policy using real-world adversarial data, deployed at sub-100ms latency. WonderFence maps guardrails to EU AI Act, ISO 42001, NIST, MITRE ATLAS, and OWASP.
What WonderCheck does[1][4][7][9]
WonderCheck integrates directly into CI/CD pipelines for on-demand, scheduled, and ongoing testing. WonderCheck ranks issues by severity and pairs each one with clear remediation guidance. WonderCheck findings flow directly into WonderFence guardrails, or back into WonderBuild for deeper refinement.
What Rabbit Hole does[1][6][10][11]
Rabbit Hole collects real attacks and uses them to secure AI. Alice's solutions are powered by Rabbit Hole, an adversarial threat intelligence engine built on billions of real-world data samples.
What ActiveFence does[3][8]
ActiveFence live feeds surface harmful content, viral narratives, and coordinated manipulation in real time, across languages and regions. ActiveFence conducts deep web investigations to expose networks, specific threat actors, and emerging tactics. ActiveFence's SaaS tools are built for content moderation.

What it sells: Daylight

What MDR does[1][4][5][6][8]
Daylight owns the full detection-to-response cycle from alert ingestion to resolution, with contractual accountability. Investigations begin with identity, cloud, endpoint, SaaS, and historical context. For every confirmed case, Daylight drives remediation to completion, such as revoking sessions, resetting credentials, and blocking IPs. Daylight's MDR includes AI Security, phishing, and DLP.
What Phishing does[1][4]
Daylight handles user-reported emails and security alerts around the clock as part of MDR. Each reported email and security alert is investigated to a verdict and then remediated across every affected mailbox.
What DLP does[1][4][5]
Daylight adds the investigation and response layer that turns DLP signals into closed cases. Daylight drives real data theft to resolution and explains benign activity instead of only flagging it. DLP is included in Daylight's MDR.
What Security Data Lake does[1]
Daylight keeps 90 days of telemetry hot and immediately searchable, with older data archived at lower cost. Customers search the data themselves using plain English or KQL. Daylight handles the infrastructure, storage, and data operations.

Questions about Alice and Daylight

What do Alice and Daylight sell?
Alice sells WonderSuite, WonderBuild, WonderFence, WonderCheck, Rabbit Hole and 1 more. Daylight sells MDR, Phishing, DLP and Security Data Lake.
Are Alice and Daylight in the same category?
They share AI model and agent security. Alice's primary category is AI model and agent security and Daylight's is MDR and managed SOC.
Where are Alice and Daylight headquartered?
Alice is headquartered in New York, USA.
Who owns Alice and Daylight?
Daylight is privately held.
Who are Alice and Daylight sold to?
From its own pages, Alice offers WonderSuite to teams launching customer-facing AI in regulated industries.

About Alice

Alice's WonderSuite gives security, product, and compliance teams red teaming and real-time guardrails. ActiveFence Ltd does business as Alice. WonderSuite is the AI security platform for teams launching customer-facing AI in regulated industries. WonderSuite tests security and safety posture before launch, protects the AI experience in production, and catches what changes over time. WonderSuite combines automated adversarial testing with expert-led red teaming and real-time protection. WonderSuite covers pre-launch red teaming, real-time guardrails, and continuous post-launch testing in a single platform. In WonderSuite, automated red teaming assesses how an agent behaves before any guardrails are deployed. WonderSuite aligns every test, guardrail, and finding to customer policies and to compliance frameworks, including OWASP, NIST, MITRE ATLAS, and the EU AI Act.[2][3][4][5]

WonderBuild red teams customer-facing AI apps, agents, and agentic workflows before launch. WonderBuild runs thousands of adversarial tests based on custom policies that surface prompt injections, jailbreaks, data leakage risks, and compliance and regulatory gaps. WonderBuild uses adversarial data from Rabbit Hole to expose the path attackers take. WonderBuild identifies gaps between policies and the system prompt, across text, multimodal, and agentic systems. WonderBuild gives CISO, legal, and compliance teams test documentation with findings mapped to regulatory requirements. WonderBuild red-teaming findings integrate into WonderFence.[6]

WonderFence sits between external-facing AI and users, intercepting harmful, non-compliant, and off-policy responses before they land. WonderFence deploys runtime guardrails tuned to the customer's application and policies, intercepting harmful, non-compliant, or off-brand responses. WonderFence reviews every prompt coming in and every response going out, blocks harmful inputs before they hit the LLM, and blocks harmful outputs in real time before they impact users. WonderFence trains a dedicated detector for each policy using real-world adversarial data, deployed at sub-100ms latency. WonderFence watches every message in both directions, 24/7, blocking, masking, or alerting in real time, with activity tracked in a dashboard. WonderFence maps guardrails to the regulatory frameworks that legal and compliance teams care about: EU AI Act, ISO 42001, NIST, MITRE ATLAS, and OWASP. WonderFence is now a Databricks Unity AI Gateway External Policy that can be attached once in Unity Catalog to screen every governed model call, with no SDK and no code changes.[3][4][7][8]

WonderCheck runs continuous automated red teaming in production. WonderCheck's ongoing automated red-teaming detects drift, regression, and emerging risks. WonderCheck watches for drift, surfacing behavioral changes before they become incidents. WonderCheck integrates directly into CI/CD pipelines for on-demand, scheduled, and ongoing testing. WonderCheck ranks issues by severity and pairs each one with clear remediation guidance. WonderCheck findings flow directly into WonderFence guardrails, or back into WonderBuild for deeper refinement.[4][7][9]

Rabbit Hole is an adversarial network of in-house researchers and data that connects online attacks with the real world. Rabbit Hole collects real attacks and uses them to secure AI. Alice's solutions are powered by Rabbit Hole, an adversarial threat intelligence engine built on billions of real-world data samples collected across nearly a decade. Alice produces safety, security, multimodal, agentic, and skills-based datasets for model, application, and agent training. Alice combines expert-led and automated red-teaming to stress-test models across text, image, audio, and video under real adversarial conditions. Alice's evaluation and benchmark datasets are based on Alice's harms taxonomy or customized to customer policies. Alice provides AIGC and harmful content learning sets purpose-built for guardrail and content classifier creation. Alice provides simulated, high-fidelity environments and scenarios for training and testing AI agents and agentic models. Alice and AI21 post-trained NVIDIA's open Nemotron 3.5 Super to resist indirect prompt injection. Alice and Inflection AI are releasing a multi-turn red-teaming dataset covering risks such as emotional dependency and misplaced belief.[8][10][11][12]

Alice names foundation model labs, global enterprises and platforms deploying AI as its customers. WonderSuite provides end-to-end security coverage for agentic systems, from adversarial testing before deployment to real-time behavioral guardrails in production. WonderSuite covers prompt injection, unsafe tool calls, data leakage, and multi-step exploits across the entire agentic architecture. Alice connects directly through existing third-party Customer Experience (CX) agent extensions, so there is no need to swap vendors or rebuild integrations. Alice goes past literal translation to catch regional slang, dialect, euphemism, and coded phrasing. Alice watches every message in both directions, blocking, masking, or alerting in real time, at P99 under 120ms.[2][3][10][12]

Alice's ActiveFence is a UGC trust and safety layer that detects, prevents, and responds to online harm. ActiveFence live feeds surface harmful content, viral narratives, and coordinated manipulation in real time, across languages and regions. ActiveFence delivers datasets of adversarial indicators, domains, IPs, and hashes. ActiveFence uncovers vulnerabilities across code, systems, and infrastructure. ActiveFence conducts deep web investigations to expose networks, specific threat actors, and emerging tactics. ActiveFence's SaaS tools are built for content moderation. ActiveMind, powered by in-house large language models, helps moderation teams validate, flag, and respond to harmful content.[8][13]

Alice on the record

Sources

Alice full record

  1. [1]alice.ioAlice · alice.io · undated page, accessed October 29, 2026 · Tier A
  2. [2]GenAI Apps & Agents Security | WonderSuite by AliceAlice · undated page, accessed November 10, 2026 · Tier A
  3. [3]Alice for third-party CX agentsAlice · undated page, accessed November 10, 2026 · Tier A
  4. [4]AI Governance & Safety Platform for Enterprise | AliceAlice · undated page, accessed November 10, 2026 · Tier A
  5. [5]AI Detection Response | Alice Red Teaming and GuardrailsAlice · undated page, accessed November 10, 2026 · Tier A
  6. [6]WonderBuild: Pre-Launch AI Red Teaming | AliceAlice · undated page, accessed November 10, 2026 · Tier A
  7. [7]WonderFence: Real-Time AI Guardrails | Sub-150ms LatencyAlice · undated page, accessed November 10, 2026 · Tier A
  8. [8]ActiveFence UGC Protection | Alice Trust & Safety PlatformAlice · undated page, accessed November 10, 2026 · Tier A
  9. [9]WonderCheck | Ongoing AI Red Teaming for Production | AliceAlice · undated page, accessed November 10, 2026 · Tier A
  10. [10]Alice | Secure, Safe, & Trustworthy AIAlice · undated page, accessed November 10, 2026 · Tier A
  11. [11]Foundation Models | AI Security, Safety & Trust Ecosystem | AliceAlice · undated page, accessed November 10, 2026 · Tier A
  12. [12]Multilingual AI Guardrails, Every Language & Dialect | AliceAlice · undated page, accessed November 10, 2026 · Tier A
  13. [13]Internal AgentsAlice · undated page, accessed November 10, 2026 · Tier A
  14. [14]Alice Reviews, Ratings & Features 2026Gartner Peer Insights · undated page, accessed November 10, 2026 · Tier C

Daylight full record

  1. [1]daylight.aiDaylight · daylight.ai · undated page, accessed November 10, 2026 · Tier A
  2. [2]Daylight vs reliaquestDaylight · daylight.ai · published June 2, 2026 · Tier A
  3. [3]Managed Security Services | DaylightDaylight · undated page, accessed November 11, 2026 · Tier A
  4. [4]Managed Agentic Security ServicesDaylight · undated page, accessed November 11, 2026 · Tier A
  5. [5]Managed Detection and Response (MDR) Services | DaylightDaylight · undated page, accessed November 11, 2026 · Tier A
  6. [6]AI Threat Detection & Security Services | DaylightDaylight · undated page, accessed November 11, 2026 · Tier A
  7. [7]Managed Threat Hunting Services | DaylightDaylight · undated page, accessed November 11, 2026 · Tier A
  8. [8]Managed Security Data Lake | DaylightDaylight · undated page, accessed November 11, 2026 · Tier A
  9. [9]Security Integrations | DaylightDaylight · undated page, accessed November 11, 2026 · Tier A
  10. [10]How Antidote Health Secures a Fast-Changing StackDaylight · undated page, accessed November 11, 2026 · Tier A
  11. [11]How LVT Scaled Security Operations with DaylightDaylight · undated page, accessed November 11, 2026 · Tier A
  12. [12]How Lusha Scaled Security Without Building a SOCDaylight · undated page, accessed November 11, 2026 · Tier A
  13. [13]Our Story | DaylightDaylight · undated page, accessed November 11, 2026 · Tier A
  14. [14]How The Motley Fool Reached Zero Backlog with DaylightDaylight · undated page, accessed November 11, 2026 · Tier A

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